One of Bieber's former rumored romantic interests was also in attendance at the party: Kourtney Kardashian, who was joined by friends Larsa Pippen and Jonathan Cheban. According to an eyewitness, Kardashian and Bieber spent some time hanging out and chatting in the DJ Booth during the festivities